A MAP-based explanation is a most likely configuration of a specific set of variables given evidence.
This type of explanations is more general and more difficult to compute, compared to MPE-based explanations
[UAI02:P].

SamIam supports both approximate
[UAI01:PD, UAI02:PD] and exact
[UAI03:PD] algorithms for MAP-based explanations.
SamIam is currently the only tool of this scope which provides a comprehensive engine for computing MAP-based explanations.